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Going beyond the mean in examining relationships of adolescent non-cognitive skills with health-related quality of life and biomarkers in later-life

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  • Atkins, Rose
  • Turner, Alex James
  • Chandola, Tarani
  • Sutton, Matt

Abstract

Several studies have established associations between early-life non-cognitive skills and later-life health and health behaviours. However, no study addresses the more important policy concern about how this relationship varies along the health distribution. We use unconditional quantile regression to analyse the effects of adolescent non-cognitive skills across the distributions of the health-related quality of life at age 50 and biomarkers at age 45 years. We examine the effects of measures of conscientiousness, agreeableness and neuroticism recorded at age 16 for 3585 individuals from the National Child Development Study. Adolescent conscientiousness is positively associated with ability to cope with stress and negatively associated with risk of cardiovascular disease in middle-age. Adolescent agreeableness is associated with higher health-related quality of life and lower physiological ‘wear and tear’, but negatively associated with ability to cope with stress in middle-age. Adolescent neuroticism is associated with lower health-related quality of life, higher physiological ‘wear and tear’, and a higher risk of cardiovascular disease in middle-age. All of these associations are stronger at the lower end of the health distribution except for the cardiovascular risk biomarkers. These associations are robust to correcting for attrition using inverse probability weighting and consistent with causal bounds assuming proportional selection on observables and unobservables. They suggest policies that improve non-cognitive skills in adolescence could offer most long-term health benefit to those with the poorest health.

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  • Atkins, Rose & Turner, Alex James & Chandola, Tarani & Sutton, Matt, 2020. "Going beyond the mean in examining relationships of adolescent non-cognitive skills with health-related quality of life and biomarkers in later-life," Economics & Human Biology, Elsevier, vol. 39(C).
  • Handle: RePEc:eee:ehbiol:v:39:y:2020:i:c:s1570677x20301933
    DOI: 10.1016/j.ehb.2020.100923
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    1. Marianne P. Bitler & Jonah B. Gelbach & Hilary W. Hoynes, 2006. "What Mean Impacts Miss: Distributional Effects of Welfare Reform Experiments," American Economic Review, American Economic Association, vol. 96(4), pages 988-1012, September.
    2. Schurer, Stefanie, 2017. "Bouncing back from health shocks: Locus of control and labor supply," Journal of Economic Behavior & Organization, Elsevier, vol. 133(C), pages 1-20.
    3. Vincenzo Carrieri & Andrew M. Jones, 2018. "Inequality of opportunity in health: A decomposition‐based approach," Health Economics, John Wiley & Sons, Ltd., vol. 27(12), pages 1981-1995, December.
    4. Joseph G. Altonji & Todd E. Elder & Christopher R. Taber, 2005. "Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 151-184, February.
    5. Davillas, Apostolos & Pudney, Stephen, 2020. "Using biomarkers to predict healthcare costs: Evidence from a UK household panel," Journal of Health Economics, Elsevier, vol. 73(C).
    6. Gabriella Conti & James J. Heckman & Rodrigo Pinto, 2016. "The Effects of Two Influential Early Childhood Interventions on Health and Healthy Behaviour," Economic Journal, Royal Economic Society, vol. 126(596), pages 28-65, October.
    7. Johnson, Sarah C. & Cavallaro, Francesca L. & Leon, David A., 2017. "A systematic review of allostatic load in relation to socioeconomic position: Poor fidelity and major inconsistencies in biomarkers employed," Social Science & Medicine, Elsevier, vol. 192(C), pages 66-73.
    8. Davillas, Apostolos & Pudney, Stephen, 2020. "Biomarkers as precursors of disability," Economics & Human Biology, Elsevier, vol. 36(C).
    9. Lex Borghans & Angela Lee Duckworth & James J. Heckman & Bas ter Weel, 2008. "The Economics and Psychology of Personality Traits," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    10. Heckman, James J. & Kautz, Tim, 2012. "Hard evidence on soft skills," Labour Economics, Elsevier, vol. 19(4), pages 451-464.
    11. Lin, Dajun & Lutter, Randall & Ruhm, Christopher J., 2018. "Cognitive performance and labour market outcomes," Labour Economics, Elsevier, vol. 51(C), pages 121-135.
    12. Emily Oster, 2019. "Unobservable Selection and Coefficient Stability: Theory and Evidence," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(2), pages 187-204, April.
    13. Brazier, John & Roberts, Jennifer & Deverill, Mark, 2002. "The estimation of a preference-based measure of health from the SF-36," Journal of Health Economics, Elsevier, vol. 21(2), pages 271-292, March.
    14. Robert Kaestner & Kevin Callison, 2011. "Adolescent Cognitive and Noncognitive Correlates of Adult Health," Journal of Human Capital, University of Chicago Press, vol. 5(1), pages 29-69.
    15. Davillas, Apostolos & Jones, Andrew M, 2020. "Ex ante inequality of opportunity in health, decomposition and distributional analysis of biomarkers," Journal of Health Economics, Elsevier, vol. 69(C).
    16. Nicholas A. Turiano & Lindsay Pitzer & Cherie Armour & Arun Karlamangla & Carol D. Ryff & Daniel K. Mroczek, 2012. "Personality Trait Level and Change as Predictors of Health Outcomes: Findings From a National Study of Americans (MIDUS)," The Journals of Gerontology: Series B, The Gerontological Society of America, vol. 67(1), pages 4-12.
    17. Deborah Cobb-Clark, 2015. "Locus of control and the labor market," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-19, December.
    18. Conti, Gabriella & Heckman, James J., 2012. "The Economics of Child Well-Being," IZA Discussion Papers 6930, Institute of Labor Economics (IZA).
    19. Almlund, Mathilde & Duckworth, Angela Lee & Heckman, James & Kautz, Tim, 2011. "Personality Psychology and Economics," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 4, chapter 0, pages 1-181, Elsevier.
    20. Katja Coneus & Manfred Laucht, 2014. "The effect of early noncognitive skills on social outcomes in adolescence," Education Economics, Taylor & Francis Journals, vol. 22(2), pages 112-140, April.
    21. Fernando Rios-Avila, 2019. "Recentered Influence Functions in Stata: Methods for Analyzing the Determinants of Poverty and Inequality," Economics Working Paper Archive wp_927, Levy Economics Institute.
    22. Knudsen, Eric I. & Heckman, James J. & Cameron, Judy L. & Shonkoff, Jack P., 2006. "Economic, Neurobiological and Behavioral Perspectives on Building America's Future Workforce," IZA Discussion Papers 2190, Institute of Labor Economics (IZA).
    23. Andrew Jones & Nigel Rice & Pedro Rosa Dias, 2012. "Quality of schooling and inequality of opportunity in health," Empirical Economics, Springer, vol. 42(2), pages 369-394, April.
    24. Nattavudh Powdthavee, 2010. "Does Education Reduce the Risk of Hypertension? Estimating the Biomarker Effect of Compulsory Schooling in England," Journal of Human Capital, University of Chicago Press, vol. 4(2), pages 173-202.
    25. Humphries, John Eric & Kosse, Fabian, 2017. "On the interpretation of non-cognitive skills – What is being measured and why it matters," Journal of Economic Behavior & Organization, Elsevier, vol. 136(C), pages 174-185.
    26. Pedro Carneiro & Claire Crawford & Alissa Goodman, 2007. "The Impact of Early Cognitive and Non-Cognitive Skills on Later Outcomes," CEE Discussion Papers 0092, Centre for the Economics of Education, LSE.
    27. Davillas, A.; Jones, A.M.; Benzeval, M.;, 2017. "The income-health gradient: Evidence from self-reported health and biomarkers using longitudinal data on income," Health, Econometrics and Data Group (HEDG) Working Papers 17/04, HEDG, c/o Department of Economics, University of York.
    28. Conti, Gabriella & Hansman, Christopher, 2013. "Personality and the education–health gradient: A note on “Understanding differences in health behaviors by education”," Journal of Health Economics, Elsevier, vol. 32(2), pages 480-485.
    29. Cutler, David M. & Lleras-Muney, Adriana, 2010. "Understanding differences in health behaviors by education," Journal of Health Economics, Elsevier, vol. 29(1), pages 1-28, January.
    30. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    31. Paul Contoyannis & Martin Dooley, 2010. "The role of child health and economic status in educational, health, and labour market outcomes in young adulthood," Canadian Journal of Economics, Canadian Economics Association, vol. 43(1), pages 323-346, February.
    32. Lindeboom, Maarten & Llena-Nozal, Ana & van der Klaauw, Bas, 2009. "Parental education and child health: Evidence from a schooling reform," Journal of Health Economics, Elsevier, vol. 28(1), pages 109-131, January.
    33. Case, Anne & Fertig, Angela & Paxson, Christina, 2005. "The lasting impact of childhood health and circumstance," Journal of Health Economics, Elsevier, vol. 24(2), pages 365-389, March.
    34. Gabriella Conti & James J. Heckman & Rodrigo Pinto, 2016. "The Effects of Two Influential Early Childhood Interventions on Health and Healthy Behaviour," Economic Journal, Royal Economic Society, vol. 126(596), pages 28-65, October.
    35. Schurer, Stefanie & Trajkovski, Kristian & Hariharan, Tara, 2019. "Understanding the mechanisms through which adverse childhood experiences affect lifetime economic outcomes," Labour Economics, Elsevier, vol. 61(C).
    36. Hendrik Jürges & Eberhard Kruk & Steffen Reinhold, 2013. "The effect of compulsory schooling on health—evidence from biomarkers," Journal of Population Economics, Springer;European Society for Population Economics, vol. 26(2), pages 645-672, April.
    37. Gabriella Conti & James Heckman & Sergio Urzua, 2010. "The Education-Health Gradient," American Economic Review, American Economic Association, vol. 100(2), pages 234-238, May.
    38. Andrew M. Jones & Nigel Rice & Pedro Rosa Dias, 2011. "Long-Term Effects of School Quality on Health and Lifestyle: Evidence from Comprehensive Schooling Reforms in England," Journal of Human Capital, University of Chicago Press, vol. 5(3), pages 342-376.
    39. Gensowski, Miriam, 2018. "Personality, IQ, and lifetime earnings," Labour Economics, Elsevier, vol. 51(C), pages 170-183.
    40. Vincenzo Carrieri & Andrew M. Jones, 2017. "The Income–Health Relationship ‘Beyond the Mean’: New Evidence from Biomarkers," Health Economics, John Wiley & Sons, Ltd., vol. 26(7), pages 937-956, July.
    41. Janet Currie, 2020. "Child health as human capital," Health Economics, John Wiley & Sons, Ltd., vol. 29(4), pages 452-463, April.
    42. Davillas, Apostolos & Pudney, Stephen, 2019. "Baseline health and public healthcare costs five years on: a predictive analysis using biomarker data in a prospective household panel," ISER Working Paper Series 2019-01, Institute for Social and Economic Research.
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